IESET.
Hypotheses·growth·japan_zero_growth_basic_wellbeing_intact

Japan's 1990-2020 near-zero per-capita GDP growth regime (mean GDP/capita growth < 1%) coincided with a meaningful improvement in life expectancy at birth (+5 years), a sharp decline in average annual hours worked per employed person (~-15%), and a stable Cantril life-satisfaction trajectory at OECD-median levels.

The pattern refutes the proposition that per-capita GDP growth is a binding constraint on retaining or improving baseline-wellbeing outcomes in advanced economies.

REFUTEDengine/runs/japan_zero_growth_basic_wellbeing_intact

REFUTED

confidence cueThis test cuts against the claim as written or misses its pre-declared threshold.

policy briefClear refutation

In ordinary language

Over a long period, do more market-oriented institutions translate into higher income or productivity, once the comparison looks beyond a single success story?

plain answer

The data did not support the prediction. REFUTED

why it matters

Growth claims can look convincing in single success stories. This test asks whether the pattern survives a broader comparison.

how the test works

It compares 1 country or place units from 1990 to 2020, using a multi metric checklist design.

what was measured
What changed
  • Japan lost decades window
What we checked
  • Income per capita growth
  • Life expectancy at birth
  • Avg annual hours worked per employed
what this does not prove

A single test is not the whole truth. It narrows the claim under a specific sample, time period, and method. Strong policy conclusions need the pattern to survive nearby tests, alternative data, and serious objections.

verification

4 input datasets, 0 unresolved missing series, provenance status: reproducible hash verified.

Results

engine/runs/japan_zero_growth_basic_wellbeing_intact
1007550250199020052020JPN
illustrative sketch · run pending
No coefficients yet. When the model fires, this chart will show gdp_per_capita_growth across 1 sampled countries over 19902020.
The shapes above are stylised — none of the lines are real data.
Placeholder for japan_zero_growth_basic_wellbeing_intact. Published chart will be generated from engine/runs/japan_zero_growth_basic_wellbeing_intact/chart_data.json.

Pre-registration

registration ordering unverified
first-spec commit 4c8ce8e · 2026-07-18T22:11:21Z
run generated · 2026-05-01T08:30:57Z
Run timestamp predates this path's first git-add commit (rebase, rename, or pre-git local run). Spec hash is still the path's first-add commit — not repository HEAD — but ordering is not a clean pre-registration proof.

Japan's 1990-2020 near-zero per-capita GDP growth regime (mean GDP/capita growth < 1%) coincided with a meaningful improvement in life expectancy at birth (+5 years), a sharp decline in average annual hours worked per employed person (~-15%), and a stable Cantril life-satisfaction trajectory at OECD-median levels. The pattern refutes the proposition that per-capita GDP growth is a binding constraint on retaining or improving baseline-wellbeing outcomes in advanced economies.

Falsification criterion — what would disprove this

set before the run · honoured after

This hypothesis is considered falsified if:

SUPPORTED iff all four canonical metrics are met (premise + LE gain + hours decline + satisfaction stable). REFUTED if fewer than 2 are met OR if the GDP-growth premise fails (mean >= 1.5% would mean Japan is not a near-zero-growth case in the relevant window). PARTIAL if 2 or 3 are met. METHOD_VALID: requires WDI LE + WDI growth + PWT avh on disk for JPN 1990-2020; if PWT avh missing, downgrade to inconclusive on hours-worked metric. Cantril window is honest about its 2008-2020 coverage.

formal test & threshold
test:      japan_zero_growth_basic_wellbeing_quad_check_1990_2020
threshold: PRIMARY: 4-of-4 canonical metrics met.

Method

Template
multi_metric_checklist
Clustering
none
Sample
1 countries · 19902020
Evidence type
canonical_case_multi_metric

Single-country canonical case, four-leg pattern-match. Distinct from the existing japan_stagnation_wellbeing_outcomes spec which tests a six-leg canonical wellbeing basket including suicide and fertility (degraded dimensions); this spec tests only the four legs the eco-socialist / degrowth literature centres -- LE, hours, satisfaction, employment -- and asserts that on those four the verdict is supported, while remaining silent on the additional dimensions covered in the companion spec. The two specs are designed to score the same Japan canonical case on different fairly-defined indicator baskets.

Data

VariableSourceTransform
gdp_per_capita_growth
outcome
world_bank_wdi:NY.GDP.PCAP.KD.ZGtier 2
level
life_expectancy_at_birth
outcome
world_bank_wdi:SP.DYN.LE00.INtier 2
level
avg_annual_hours_worked_per_employed
outcome
pwt:avhtier 3
level
cantril_life_satisfaction
outcome
owid:happiness-cantril-laddertier 2
level
unemployment_rate
outcome
world_bank_wdi:SL.UEM.TOTL.ZStier 2
level
japan_lost_decades_window
treatment
constructed:indicator = 1 for JPN 1990-2020tier 5
indicator

ready  ·  pending  ·  reconstruct-needed

Detailed result card

Result card — japan_zero_growth_basic_wellbeing_intact

Verdict: refuted

Reason: 1 metrics failed and 0 pending; cannot reach 4

Pre-registered rule: SUPPORT if >= 4 of 4 metrics met; REFUTE if <= 2 met (impossible to hit support).

Counts: 3 MET · 1 NOT_MET · 0 PENDING_DATA · 0 PENDING_EVAL

Primary country: JPN

Metric-by-metric

| # | Metric | Status | Observed | Threshold | Notes | |---|---|:---:|---:|---|---| | 1 | jpn_zero_growth_premise | MET | | mean(NY.GDP.PCAP.KD.ZG, 1990-2019) < 1.5% | JPN mean 1990-2019 = 0.961; threshold <1.5 | | 2 | jpn_life_expectancy_gain | MET | | LE_2019 - LE_1990 >= 4 years | JPN 2019-1990 diff = 5.519 (used 2019, 1990); threshold >=4 | | 3 | jpn_hours_worked_decline | MET | | avh_2019 / avh_1990 <= 0.90 | JPN 2019/1990 ratio = 0.834 (used 2019, 1990); threshold <=0.9 | | 4 | jpn_life_satisfaction_stable_oecd_median | NOT_MET | | max(|cantril_jpn_t - cantril_oecd_median_t|) <= 1.0 over 2008-2020 | max |JPN - OECD median| = 1.016 in 2019; threshold <=1 |

Claim

Japan's 1990-2020 near-zero per-capita GDP growth regime (mean GDP/capita growth < 1%) coincided with a meaningful improvement in life expectancy at birth (+5 years), a sharp decline in average annual hours worked per employed person (~-15%), and a stable Cantril life-satisfaction trajectory at OECD-median levels. The pattern refutes the proposition that per-capita GDP growth is a binding constraint on retaining or improving baseline-wellbeing outcomes in advanced economies.

Interpretation

The canonical-case pattern match is not satisfied: only 3 of 4 metrics met their thresholds, below the support threshold of 4. Note that for canonical-case hypotheses, a refutation can indicate either that the hypothesis is genuinely weak, that the metric set is mis-calibrated (too strict), or that the data substrate has systematic gaps. Review the PENDING_DATA / PENDING_EVAL metrics before accepting the refutation.

Steelman live concerns

See hypotheses/steelman/japan_zero_growth_basic_wellbeing_intact.md for the strongest opposing arguments. Canonical-case multi-metric evidence is a pattern match, not a causal identification — the result card should be read as 'outcome trajectory matches the predicted pattern to degree X' rather than 'policy P caused the outcome'.

Provenance

Vintages pinned in manifest.yaml. Full per-metric diagnostics in diagnostics.json. Machine-readable results in metric_results.parquet.

Notes

Companion to japan_stagnation_wellbeing_outcomes (v2). That spec uses a 6-indicator canonical wellbeing basket including suicide and fertility (degraded dims); this spec uses the 4-indicator degrowth-favourable basket. The two together form the full scoreboard. WDI + PWT inputs are on disk per repo notes. Cantril ladder via OWID coverage gap 1990-2007 is acknowledged.

Authored framework. Read the transparency note.